Initialization Report
This report summarizes the process of the an MVBEP model intitialization and outputs the main highlights. Created on 2022/10/24 - 18:30:19.
1. Data Description
1.1 Metadata
- The historical data extends from 2018-01-02 23:00:00 to 2019-03-31 23:45:00 with a frequency of 15-min.
- The number of observations is 43492.
- The number of passed features is 8
1.2 Descriptive summary
|
timestamp |
energy |
dry_temp |
relative_humid |
wind_speed |
wind_dir |
glob_hor_rad |
direc_norm_rad |
diff_hor_rad |
| count |
43492 |
43492.000000 |
43492.000000 |
43492.000000 |
43492.000000 |
43492.000000 |
43492.000000 |
43492.000000 |
43492.000000 |
| mean |
2018-08-17 11:22:30 |
26.101409 |
8.992462 |
51.618579 |
3.926603 |
166.486159 |
191.215488 |
252.163064 |
53.551274 |
| min |
2018-01-02 23:00:00 |
5.523345 |
-23.300000 |
2.537854 |
0.000000 |
0.000000 |
0.000000 |
0.000000 |
0.000000 |
| 25% |
2018-04-26 05:11:15 |
17.339714 |
0.600000 |
29.844351 |
2.600000 |
90.000000 |
0.000000 |
0.000000 |
0.000000 |
| 50% |
2018-08-17 11:22:30 |
24.015732 |
8.000000 |
48.912015 |
3.600000 |
180.000000 |
6.500000 |
0.000000 |
5.500000 |
| 75% |
2018-12-08 17:33:45 |
34.440593 |
17.000000 |
72.728475 |
5.100000 |
220.000000 |
335.500000 |
513.500000 |
80.000000 |
| max |
2019-03-31 23:45:00 |
95.749414 |
37.500000 |
100.000000 |
21.600000 |
360.000000 |
1064.000000 |
1079.000000 |
503.000000 |
| std |
NaN |
11.198900 |
10.939132 |
26.154786 |
2.378608 |
100.491581 |
279.191874 |
361.877421 |
81.679187 |
2. Data Validation
2.1 Timestamps
|
result |
| timestamp_format_mismatch |
0 |
| timestamp_jumps |
0 |
| max_timestamp_consec_jumps |
0 |
| timestamp_range |
453 |
2.2 Remaining Features
|
energy |
dry_temp |
relative_humid |
wind_speed |
wind_dir |
glob_hor_rad |
direc_norm_rad |
diff_hor_rad |
criteria |
| total_missing_values |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
3500.0 |
| max_consec_missing_values |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
96.0 |
| validation_result |
Passed |
Passed |
Passed |
Passed |
Passed |
Passed |
Passed |
Passed |
|
| feature_requirement |
Important |
Important |
Optional |
Optional |
Optional |
Optional |
Optional |
Optional |
|
3. Exploratory Data Analysis
3.1 Energy and outdoor dry-bulb temperature
3.2 Energy consumption and invalid valuse
3.3 Dry-bulb temperature and invalid valuse
The intitialization process resulted in
SUCCESS!!